Adobe Research » Publications

Publication date: May 15, 2026

mSCoRe: A Multilingual and Scalable Benchmark for Skill-based Commonsense Reasoning

LREC 2026

Nghia Trung Ngo, Franck Dernoncourt, Thien Huu Nguyen

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: May 11, 2026

Reasoning Graph-Structured Question Answering: Datasets and Insights from LLM Benchmarking

LREC 2026

Khin Yone, Devasha Trivedi, Anish Pahilajani, Jincen Shuai, Samyak Rajesh Jain, Ryan A. Rossi, Nesreen K. Ahmed, Franck Dernoncourt, Yu Wang and Namyong Park

AI & Machine Learning
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: May 4, 2026

Multi-Domain Audio Question Answering Benchmark Toward Acoustic Content Reasoning

International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026)

Chao-Han Huck Yang, Sreyan Ghosh, Jaeyeon Kim, Hengyi Hong, Sonal Kumar, Guirui Zhong, Zhifeng Kong, S Sakshi, Vaibhavi Lokegaonkar, Oriol Nieto, Ramani Duraiswami, Dinesh Manocha, Gunhee Kim, Jun Du, Rafael Valle, Bryan Catanzaro

Audio
Natural Language Processing

Publication date: May 4, 2026

AudioCards: Structured Metadata Improves Audio Language Models For Sound Design

International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026)

Sripathi Sridhar, Prem Seetharaman, Oriol Nieto, Mark Cartwright, Justin Salamon

Audio
Natural Language Processing

Publication date: May 4, 2026

Dripping Thin Films for Real-time Digital Painting

Eurographics 2026

Zoé Herson, Axel Paris, Élie Michel

Graphics (2D & 3D)

Publication date: April 25, 2026

Steering MoE LLMs via Expert (De)Activation

ICLR 2026

Mohsen Fayyaz, Ali Modarressi, Hanieh Deilamsalehy, Franck Dernoncourt, Ryan A. Rossi, Trung Bui, Hinrich Schuetze, Nanyun Peng

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 25, 2026

Charts Are Not Images: On the Challenges of Scientific Chart Editing

ICLR 2026

Li Li, Ryan A. Rossi, Sungchul Kim, Sunav Choudhary, Franck Dernoncourt, Puneet Mathur, Zhengzhong Tu, Yue Zhao

AI & Machine Learning
Computer Vision, Imaging & Video
Document Intelligence
Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 25, 2026

MultiMat: Multimodal Program Synthesis for Procedural Materials using Large Multimodal Models

ICLR 2026

Jonas Belouadi, Tamy Boubekeur, Adrien Kaiser

AI & Machine Learning
Computer Vision, Imaging & Video
Content Intelligence
Data Intelligence
Document Intelligence
Graphics (2D & 3D)
Natural Language Processing

Publication date: April 25, 2026

EditVerse: Unifying Image and Video Editing and Generation with In-Context Learning

International Conference on Learning Representations (ICLR 2026)

Xuan Ju, Tianyu (Steve) Wang, Yuqian Zhou, He Zhang, Qing Liu, Nanxuan (Cherry) Zhao, Zhifei Zhang, Yijun Li, Yuanhao Cai, Shaoteng Liu, Daniil Pakhomov, Zhe Lin, Soo Ye Kim, Qiang Xu

Oral

Computer Vision, Imaging & Video

Publication date: April 25, 2026

Spinning Straw into Gold: Relabeling LLM Agent Trajectories in Hindsight for Successful Demonstrations

International Conference on Learning Representations (ICLR 2026)

Zichao Li, Gang Wu, Jack Wang, Ruiyi Zhang, Wanrong Zhu, Ryan A. Rossi, Vlad Morariu, Jihyung Kil

Intelligent Agents & Assistants
Natural Language Processing

Publication date: April 23, 2026

No Prompt Left Behind: Exploiting Zero-Variance Prompts in LLM Reinforcement Learning via Entropy-Guided Advantage Shaping

ICLR 2026

Thanh-Long V. Le, Myeongho Jeon, Kim Vu, Viet Lai, Eunho Yang

AI & Machine Learning
Natural Language Processing

Publication date: April 13, 2026

SoundStager: Interactive Design of Story-Driven GenAI Soundscapes for Video

ACM Conference on Human Factors in Computing Systems (CHI 2026)

Suhyeon Yoo, Adolfo Hernandez Santisteban, Prem Seetharaman, Justin Salamon, Oriol Nieto, Anh Truong

AI & Machine Learning
Audio
Computer Vision, Imaging & Video

Publication date: April 13, 2026

MoSound: An Interactive Tool for Generative Sound Design in Motion Graphics

CHI 2026

Jialin Huang, Prem Seetharaman, Tim Langlois, Li-Yi Wei, Rubaiat Habib, Yotam Gingold

Best paper honorable mention

AI & Machine Learning
Audio
Graphics (2D & 3D)
Human Computer Interaction

Publication date: April 13, 2026

Notational Animating: An Interactive Approach to Creating and Editing Animation Keyframes

CHI 2026

Xinyu Shi, Li-Yi Wei, Nanxuan (Cherry) Zhao, Jian Zhao, Rubaiat Habib

Best paper honorable mention

AI & Machine Learning
Graphics (2D & 3D)
Human Computer Interaction

Publication date: April 13, 2026

VidTune: Creating Video Soundtracks with Generative Music and Video-Based Thumbnails

CHI Conference on Human Factors in Computing Systems (CHI 2026)

Mina Huh, Ailie Fraser, Dingzeyu Li, Mira Dontcheva, Bryan Wang

AI & Machine Learning
Audio
Human Computer Interaction

Publication date: April 13, 2026

XAgen: An Explainability Tool for Identifying and Correcting Failures in Multi-Agent Workflows

CHI EA 2026

Xinru Wang, Ming Yin, Eunyee Koh, Doga Dogan

Human Computer Interaction
Intelligent Agents & Assistants

Publication date: April 1, 2026

Interview-Informed Generative Agents for Product Discovery: A Validation Study

CHI 2026

Jack Wang, Alexa Siu

Best Paper Honorable Mention

AI & Machine Learning
Document Intelligence
Human Computer Interaction
Intelligent Agents & Assistants

Publication date: April 1, 2026

From Conversation to Human-AI Common Ground: Extracting Cognitive Workflows for Reuse in Sense-making Tasks

CHI 2026

Xinyue Chen, Varun Manjunatha, Xu Wang, Alexa Siu

Human Computer Interaction
Intelligent Agents & Assistants

Publication date: March 29, 2026

Skill Discovery for Software Scripting Automation via Offline Simulations with LLMs

EACL 2026 Findings

Paiheng Xu, Gang Wu, Xiang Chen, Tong Yu, Chang Xiao, Franck Dernoncourt, Tianyi Zhou, Wei Ai, Vishy Swaminathan

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: March 29, 2026

A Survey on LLM-based Conversational User Simulation

EACL 2026

Bo Ni, Yu Wang, Leyao Wang, Branislav Kveton, Franck Dernoncourt, Yu Xia, Hongjie Chen, Reuben Luera, Samyadeep Basu, Subhojyoti Mukherjee, Puneet Mathur, Nesreen K. Ahmed, Junda Wu, Li Li, Huixin Zhang, Ruiyi Zhang, Tong Yu, Sungchul Kim, Jiuxiang Gu, Zhengzhong Tu, Alexa Siu, Zichao Wang, David Seunghyun Yoon, Nedim Lipka, Namyong Park, Zihao Lin, Trung Bui, Yue Zhao, Tyler Derr, Ryan A. Rossi

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

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